Exposure and Fixed-Effects modelling

Introduction

This aim of this research is to build a series of models which include the following response variables:

1. Male age-standardised mortality rates (all-cause)
2. Female age-standardised mortality rates (all-cause)
3. Relative difference in all-cause rates (1 / 2)
4. Absolute difference in all-cause rates (1 - 2)
5. Male age-standardised mortality rates (NCDs)
6. Female age-standardised mortality rates (NCDs)
7. Relative difference in NCD rates (5 / 6)
8. Absolute differnece in NCD rates (5 - 6)

This will be done for each country (level 3 in location hierarchy).

And a series of exposures from the World Bank will be used:

1. GDP per cap by purchasing power parity
2. Male literacy rates
3. Female literacy rates
4. etc etc

Loading GBD data

I’m trying to make a fresh request but currently the server keeps failing.

I think I will take the RO1 data and select those rows where the following conditions hold:

• Age: All Ages
• Cause: All causes
• Measure_name: Deaths
• rei_name: All risk factors

gbd_locations <- readxl::read_excel("raw_data/IHME_GBD_2016_CODEBOOK/IHME_GBD_2016_GBD_LOCATION_HIERARCHY_Y2018M04D26.XLSX")
gbd_country_ids <- gbd_locations %>% 
  filter(location_id %in% 1:218) %>% 
  filter(level == 3) %>% 
  pull(location_id)
get_rows <- function(DTA){
  out <- DTA %>% 
    filter(measure_name == "Deaths") %>% 
    filter(location_id %in% gbd_country_ids) %>% 
    filter(age_name == "15-49 years") %>% 
    filter(cause_name == "All causes") %>% 
    select(location_id, location_name, sex = sex_name, 
           year, rate = val) 
  
  cat("From ", nrow(tmp), " to ", nrow(out), " rows\n")
  
  out
}
DF <- data_frame(
  file_loc = list.files("raw_data/ro1/csvs/", full.names = T)
) %>% 
  mutate(
    dta = map(file_loc, .f = ~ read_csv(.) %>% get_rows(.))
  )

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  56  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  50  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  78  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  48  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  84  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  66  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  56  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  74  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  68  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  74  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  54  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  72  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  56  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  74  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

|                                                               |   0%
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|=                                                      |   2%    1 MB
|=                                                      |   2%    1 MB
|=                                                      |   2%    1 MB
|=                                                      |   2%    1 MB
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|=                                                      |   2%    1 MB
|=                                                      |   2%    2 MB
|=                                                      |   3%    2 MB
|=                                                      |   3%    2 MB
|=                                                      |   3%    2 MB
|=                                                      |   3%    2 MB
|==                                                     |   3%    2 MB
|==                                                     |   3%    2 MB
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|==                                                     |   4%    2 MB
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From  500000  to  100  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

|                                                               |   0%
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|                                                       |   1%    1 MB
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From  500000  to  80  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  88  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  90  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  64  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  70  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  46  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  78  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  60  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  42  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  64  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  66  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  100  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  68  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  84  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

|=                                                      |   2%    1 MB
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From  500000  to  56  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  76  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  91  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  78  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  64  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  96  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  59  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  98  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  78  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  72  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  86  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

|========                                               |  15%   10 MB
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From  500000  to  90  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  64  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  54  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  74  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  56  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  76  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  56  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  78  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  86  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  60  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  70  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  66  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  58  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  58  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  50  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

|                                                               |   0%
|                                                               |   0%
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|                                                       |   1%    1 MB
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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

|==                                                     |   3%    2 MB
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From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  46  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  76  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

|=                                                      |   3%    2 MB
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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  72  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  58  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  64  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  50  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  46  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

|==========                                             |  19%   13 MB
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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  0  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  54  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  38  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  54  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  74  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  58  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  60  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  54  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

|                                                               |   0%
|                                                               |   0%
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|=                                                      |   2%    1 MB
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|=                                                      |   2%    2 MB
|=                                                      |   3%    2 MB
|=                                                      |   3%    2 MB
|=                                                      |   3%    2 MB
|=                                                      |   3%    2 MB
|==                                                     |   3%    2 MB
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From  500000  to  28  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  80  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  68  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  76  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  60  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  58  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  54  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  60  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  60  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  56  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  46  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  52  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  60  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

|========                                               |  14%   10 MB
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From  500000  to  34  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  50  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  40  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  80  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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|=                                                      |   3%    2 MB
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|==                                                     |   3%    2 MB
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From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  54  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  54  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  70  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  66  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  80  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  56  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  82  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  86  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  72  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  80  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

|                                                               |   0%
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From  500000  to  68  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  50  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  46  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  66  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  68  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  96  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  84  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  84  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  70  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  68  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  96  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  68  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  68  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  100  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  82  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  72  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  66  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  64  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  54  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  82  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  64  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  78  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  72  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  48  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  86  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

|====                                                   |   8%    5 MB
|====                                                   |   8%    5 MB
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From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  64  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  62  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  48  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  76  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  74  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  60  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  72  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  78  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  82  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  66  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  78  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

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From  500000  to  78  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  80  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  86  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  88  rows

Parsed with column specification:
cols(
  measure_id = col_integer(),
  measure_name = col_character(),
  location_id = col_integer(),
  location_name = col_character(),
  sex_id = col_integer(),
  sex_name = col_character(),
  age_id = col_integer(),
  age_name = col_character(),
  cause_id = col_integer(),
  cause_name = col_character(),
  metric_id = col_integer(),
  metric_name = col_character(),
  year = col_integer(),
  val = col_double(),
  upper = col_double(),
  lower = col_double()
)

From  500000  to  82  rows

Now to join all data frames together

dta_risk <- bind_rows(DF$dta)
write_rds(x = dta_risk, path = "data/ro1_subset_country.rds")

And now to join this to the world bank measures

wb_data <- read_rds("data/world_bank/extracted_indicators.RData")

wb_gbd_joined <- dta_risk %>%
  mutate(country = location_name) %>% 
  inner_join(
    wb_data %>% 
      mutate(year = as.integer(date)) %>% 
      select(year, country, indicator_id = indicatorID, indicator, indicator_value = value) 
  ) 

Joining, by = c("year", "country")

Note: Add GDP per capita from WB

As a first example, let’s regress rates on 5.51.01.07.gender (Gender equality in education)

summary(lm(rate ~ sex + year, data = wb_gbd_joined))

Call:
lm(formula = rate ~ sex + year, data = wb_gbd_joined)

Residuals:
    Min      1Q  Median      3Q     Max 
 -302.2  -178.1  -105.0    84.0 18266.2 

Coefficients:
             Estimate Std. Error t value Pr(>|t|)    
(Intercept) 4568.4465   341.4461   13.38   <2e-16 ***
sexMale      122.3674     2.4641   49.66   <2e-16 ***
year          -2.1498     0.1703  -12.62   <2e-16 ***
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 301.5 on 59895 degrees of freedom
Multiple R-squared:  0.04199,   Adjusted R-squared:  0.04196 
F-statistic:  1313 on 2 and 59895 DF,  p-value: < 2.2e-16

summary(lm(rate ~ sex + year + indicator_value, data = wb_gbd_joined %>% filter(indicator_id == "5.51.01.07.gender")))

Call:
lm(formula = rate ~ sex + year + indicator_value, data = wb_gbd_joined %>% 
    filter(indicator_id == "5.51.01.07.gender"))

Residuals:
    Min      1Q  Median      3Q     Max 
-386.87 -176.71  -81.70   86.87 3149.34 

Coefficients:
                 Estimate Std. Error t value Pr(>|t|)    
(Intercept)     25740.532   2808.471   9.165  < 2e-16 ***
sexMale           130.175     10.309  12.627  < 2e-16 ***
year              -12.634      1.397  -9.045  < 2e-16 ***
indicator_value   -81.113     14.034  -5.780 8.21e-09 ***
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 288.2 on 3122 degrees of freedom
Multiple R-squared:  0.07912,   Adjusted R-squared:  0.07823 
F-statistic: 89.41 on 3 and 3122 DF,  p-value: < 2.2e-16

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